Build a rigorous self-check layer on top of DeepSeek R1 so every answer is independently re-derived, tested against edge cases, and assigned a calibrated confidence before you act on it.
## CONTEXT Reasoning models are confidently wrong often enough that any serious workflow needs a verification layer separate from the generation step. DeepSeek R1 will produce a fluent, internally consistent answer that is subtly incorrect, and because the chain of thought looks thorough, users over-trust it. The…
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